On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “Weston-Watkins”

An Exact Solver for the Weston-Watkins SVM Subproblemstat.ML

Exact solver speeds up Weston-Watkins SVM subproblem significantly.

problem Improving performance of Weston-Watkins multiclass SVM.

method Novel reparametrization for exact subproblem solving.

result Significant speed-up over state-of-the-art solvers for large number of classes.

SVM multiclass Weston-Watkins subproblem exact solver

2021-02-10abs ↗pdf ↗

Weston-Watkins Hinge Loss and Ordered Partitionsstat.ML

New loss function calibrates WW-hinge loss for multiclass SVM.

problem WW-hinge loss not calibrated with 0-1 loss.

method Introduced ordered partition loss and proved WW-hinge loss is calibrated.

result WW-hinge loss is calibrated with ordered partition loss.

multiclass SVM WW-hinge loss calibration ordered partition loss label noise

2020-06-12abs ↗pdf ↗